FairerCLIP: Debiasing CLIP's Zero-Shot Predictions using Functions in
RKHSs

FairerCLIP: Debiasing CLIP's Zero-Shot Predictions using Functions in RKHSs

22 March 2024

Sepehr Dehdashtian

Vishnu Naresh Boddeti

Papers citing "FairerCLIP: Debiasing CLIP's Zero-Shot Predictions using Functions in RKHSs"

11 / 11 papers shown

Title
Know "No'' Better: A Data-Driven Approach for Enhancing Negation Awareness in CLIP J. Park Jungbeom Lee Jongyoon Song Sangwon Yu Dahuin Jung Sungroh Yoon 45 0 0 19 Jan 2025
DoubleCCA: Improving Foundation Model Group Robustness with Random Sentence Embeddings Hong Liu Yitong Lu 73 0 0 25 Nov 2024
Joint Vision-Language Social Bias Removal for CLIP Haoyu Zhang Yangyang Guo Mohan S. Kankanhalli VLM 62 0 0 19 Nov 2024
Debiasing Vison-Language Models with Text-Only Training Yunfan Yang Chaoquan Jiang Zhiyu Lin Jinlin Xiao Jiaming Zhang Jitao Sang VLM 23 1 0 12 Oct 2024
A Unified Debiasing Approach for Vision-Language Models across Modalities and Tasks Hoin Jung T. Jang Xiaoqian Wang VLM 23 2 0 10 Oct 2024
Fairness and Bias Mitigation in Computer Vision: A Survey Sepehr Dehdashtian Ruozhen He Yi Li Guha Balakrishnan Nuno Vasconcelos Vicente Ordonez Vishnu Naresh Boddeti 29 4 0 05 Aug 2024
ED-SAM: An Efficient Diffusion Sampling Approach to Domain Generalization in Vision-Language Foundation Models Thanh-Dat Truong Xin Li Bhiksha Raj Jackson Cothren Khoa Luu DiffM VLM 33 1 0 03 Jun 2024
Utility-Fairness Trade-Offs and How to Find Them Sepehr Dehdashtian Bashir Sadeghi Vishnu Naresh Boddeti 33 6 0 15 Apr 2024
Learning Fair Classifiers with Partially Annotated Group Labels Sangwon Jung Sanghyuk Chun Taesup Moon 60 45 0 29 Nov 2021
Are Gender-Neutral Queries Really Gender-Neutral? Mitigating Gender Bias in Image Search Jialu Wang Yang Liu X. Wang FaML 155 95 0 12 Sep 2021
Fair prediction with disparate impact: A study of bias in recidivism prediction instruments Alexandra Chouldechova FaML 185 2,079 0 24 Oct 2016